Overview
Brought to you by YData
Dataset statistics
| Number of variables | 28 |
|---|---|
| Number of observations | 12980 |
| Missing cells | 332 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 180 |
| Duplicate rows (%) | 1.4% |
| Total size in memory | 2.8 MiB |
| Average record size in memory | 224.0 B |
Variable types
| Categorical | 10 |
|---|---|
| Boolean | 8 |
| Numeric | 10 |
| Dataset has 180 (1.4%) duplicate rows | Duplicates |
Bmi is highly overall correlated with Weight | High correlation |
Gender is highly overall correlated with Height | High correlation |
Height is highly overall correlated with Gender | High correlation |
Weight is highly overall correlated with Bmi | High correlation |
Depression is highly imbalanced (68.0%) | Imbalance |
ICU is highly imbalanced (72.5%) | Imbalance |
Drug_Abuse is highly imbalanced (77.0%) | Imbalance |
Mood_Disorder is highly imbalanced (90.6%) | Imbalance |
Diabetes is highly imbalanced (89.1%) | Imbalance |
Obesity is highly imbalanced (67.6%) | Imbalance |
Dementia is highly imbalanced (64.5%) | Imbalance |
IP_Visits is highly imbalanced (64.7%) | Imbalance |
Height has 310 (2.4%) missing values | Missing |
Pat_Pain_Score has 6282 (48.4%) zeros | Zeros |
ER_Visits has 5035 (38.8%) zeros | Zeros |
Reproduction
| Analysis started | 2025-10-08 16:43:04.888300 |
|---|---|
| Analysis finished | 2025-10-08 16:43:43.641238 |
| Duration | 38.75 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
Admit_Week
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 101.5 KiB |
| Monday | |
|---|---|
| Friday | |
| Tuesday | |
| Wednesday | |
| Thursday | |
| Other values (2) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.0973035 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sunday |
|---|---|
| 2nd row | Sunday |
| 3rd row | Sunday |
| 4th row | Sunday |
| 5th row | Sunday |
Common Values
| Value | Count | Frequency (%) |
| Monday | 2146 | |
| Friday | 2011 | |
| Tuesday | 1993 | |
| Wednesday | 1820 | |
| Thursday | 1813 | |
| Sunday | 1615 | |
| Saturday | 1582 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| monday | 2146 | |
| friday | 2011 | |
| tuesday | 1993 | |
| wednesday | 1820 | |
| thursday | 1813 | |
| sunday | 1615 | |
| saturday | 1582 |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 14800 | |
| a | 14562 | |
| y | 12980 | |
| u | 7003 | |
| e | 5633 | 6.1% |
| s | 5626 | 6.1% |
| n | 5581 | 6.1% |
| r | 5406 | 5.9% |
| T | 3806 | 4.1% |
| S | 3197 | 3.5% |
| Other values (7) | 13529 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 92123 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 14800 | |
| a | 14562 | |
| y | 12980 | |
| u | 7003 | |
| e | 5633 | 6.1% |
| s | 5626 | 6.1% |
| n | 5581 | 6.1% |
| r | 5406 | 5.9% |
| T | 3806 | 4.1% |
| S | 3197 | 3.5% |
| Other values (7) | 13529 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 92123 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 14800 | |
| a | 14562 | |
| y | 12980 | |
| u | 7003 | |
| e | 5633 | 6.1% |
| s | 5626 | 6.1% |
| n | 5581 | 6.1% |
| r | 5406 | 5.9% |
| T | 3806 | 4.1% |
| S | 3197 | 3.5% |
| Other values (7) | 13529 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 92123 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 14800 | |
| a | 14562 | |
| y | 12980 | |
| u | 7003 | |
| e | 5633 | 6.1% |
| s | 5626 | 6.1% |
| n | 5581 | 6.1% |
| r | 5406 | 5.9% |
| T | 3806 | 4.1% |
| S | 3197 | 3.5% |
| Other values (7) | 13529 |
Admit_Month
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 101.5 KiB |
| Dec | |
|---|---|
| Jan | |
| Mar | |
| Apr | |
| May | |
| Other values (7) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Jan |
|---|---|
| 2nd row | Jan |
| 3rd row | Jan |
| 4th row | Jan |
| 5th row | Jan |
Common Values
| Value | Count | Frequency (%) |
| Dec | 1333 | |
| Jan | 1289 | |
| Mar | 1244 | |
| Apr | 1133 | |
| May | 1125 | |
| Oct | 1029 | |
| Jun | 1029 | |
| Nov | 1022 | |
| Feb | 968 | |
| Sep | 968 | |
| Other values (2) | 1840 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| dec | 1333 | |
| jan | 1289 | |
| mar | 1244 | |
| apr | 1133 | |
| may | 1125 | |
| oct | 1029 | |
| jun | 1029 | |
| nov | 1022 | |
| feb | 968 | |
| sep | 968 | |
| Other values (2) | 1840 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 3658 | 9.4% |
| e | 3269 | 8.4% |
| J | 3255 | 8.4% |
| u | 2869 | 7.4% |
| r | 2377 | 6.1% |
| M | 2369 | 6.1% |
| c | 2362 | 6.1% |
| n | 2318 | 6.0% |
| p | 2101 | 5.4% |
| A | 2036 | 5.2% |
| Other values (12) | 12326 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 38940 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 3658 | 9.4% |
| e | 3269 | 8.4% |
| J | 3255 | 8.4% |
| u | 2869 | 7.4% |
| r | 2377 | 6.1% |
| M | 2369 | 6.1% |
| c | 2362 | 6.1% |
| n | 2318 | 6.0% |
| p | 2101 | 5.4% |
| A | 2036 | 5.2% |
| Other values (12) | 12326 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 38940 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 3658 | 9.4% |
| e | 3269 | 8.4% |
| J | 3255 | 8.4% |
| u | 2869 | 7.4% |
| r | 2377 | 6.1% |
| M | 2369 | 6.1% |
| c | 2362 | 6.1% |
| n | 2318 | 6.0% |
| p | 2101 | 5.4% |
| A | 2036 | 5.2% |
| Other values (12) | 12326 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 38940 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 3658 | 9.4% |
| e | 3269 | 8.4% |
| J | 3255 | 8.4% |
| u | 2869 | 7.4% |
| r | 2377 | 6.1% |
| M | 2369 | 6.1% |
| c | 2362 | 6.1% |
| n | 2318 | 6.0% |
| p | 2101 | 5.4% |
| A | 2036 | 5.2% |
| Other values (12) | 12326 |
Gender
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 101.5 KiB |
| F | |
|---|---|
| M |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | F |
|---|---|
| 2nd row | M |
| 3rd row | F |
| 4th row | M |
| 5th row | F |
Common Values
| Value | Count | Frequency (%) |
| F | 6613 | |
| M | 6367 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 6613 | |
| m | 6367 |
Most occurring characters
| Value | Count | Frequency (%) |
| F | 6613 | |
| M | 6367 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12980 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| F | 6613 | |
| M | 6367 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12980 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| F | 6613 | |
| M | 6367 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12980 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| F | 6613 | |
| M | 6367 |
Marital_Status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 101.5 KiB |
| Single | |
|---|---|
| Married |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.4735747 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Married |
| 3rd row | Single |
| 4th row | Married |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Single | 6833 | |
| Married | 6147 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| single | 6833 | |
| married | 6147 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 12980 | |
| e | 12980 | |
| r | 12294 | |
| S | 6833 | |
| g | 6833 | |
| n | 6833 | |
| l | 6833 | |
| M | 6147 | |
| a | 6147 | |
| d | 6147 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 84027 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 12980 | |
| e | 12980 | |
| r | 12294 | |
| S | 6833 | |
| g | 6833 | |
| n | 6833 | |
| l | 6833 | |
| M | 6147 | |
| a | 6147 | |
| d | 6147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 84027 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 12980 | |
| e | 12980 | |
| r | 12294 | |
| S | 6833 | |
| g | 6833 | |
| n | 6833 | |
| l | 6833 | |
| M | 6147 | |
| a | 6147 | |
| d | 6147 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 84027 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 12980 | |
| e | 12980 | |
| r | 12294 | |
| S | 6833 | |
| g | 6833 | |
| n | 6833 | |
| l | 6833 | |
| M | 6147 | |
| a | 6147 | |
| d | 6147 |
Insurance_Provider
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 101.5 KiB |
| Medicare | |
|---|---|
| Commercial | |
| Medicaid | 849 |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.2832049 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Medicare |
|---|---|
| 2nd row | Medicare |
| 3rd row | Medicare |
| 4th row | Medicare |
| 5th row | Commercial |
Common Values
| Value | Count | Frequency (%) |
| Medicare | 10293 | |
| Commercial | 1838 | 14.2% |
| Medicaid | 849 | 6.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| medicare | 10293 | |
| commercial | 1838 | 14.2% |
| medicaid | 849 | 6.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 23273 | |
| i | 13829 | |
| c | 12980 | |
| a | 12980 | |
| r | 12131 | |
| d | 11991 | |
| M | 11142 | |
| m | 3676 | 3.4% |
| C | 1838 | 1.7% |
| o | 1838 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 107516 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 23273 | |
| i | 13829 | |
| c | 12980 | |
| a | 12980 | |
| r | 12131 | |
| d | 11991 | |
| M | 11142 | |
| m | 3676 | 3.4% |
| C | 1838 | 1.7% |
| o | 1838 | 1.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 107516 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 23273 | |
| i | 13829 | |
| c | 12980 | |
| a | 12980 | |
| r | 12131 | |
| d | 11991 | |
| M | 11142 | |
| m | 3676 | 3.4% |
| C | 1838 | 1.7% |
| o | 1838 | 1.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 107516 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 23273 | |
| i | 13829 | |
| c | 12980 | |
| a | 12980 | |
| r | 12131 | |
| d | 11991 | |
| M | 11142 | |
| m | 3676 | 3.4% |
| C | 1838 | 1.7% |
| o | 1838 | 1.7% |
Tobacco_User
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 101.5 KiB |
| Quit | |
|---|---|
| Never | |
| Yes | |
| Not Asked | 83 |
| Passive | 22 |
Length
| Max length | 9 |
|---|---|
| Median length | 4 |
| Mean length | 4.2158706 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Never |
|---|---|
| 2nd row | Quit |
| 3rd row | Never |
| 4th row | Quit |
| 5th row | Never |
Common Values
| Value | Count | Frequency (%) |
| Quit | 6934 | |
| Never | 4131 | |
| Yes | 1810 | 13.9% |
| Not Asked | 83 | 0.6% |
| Passive | 22 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| quit | 6934 | |
| never | 4131 | |
| yes | 1810 | 13.9% |
| not | 83 | 0.6% |
| asked | 83 | 0.6% |
| passive | 22 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10177 | |
| t | 7017 | |
| i | 6956 | |
| Q | 6934 | |
| u | 6934 | |
| N | 4214 | |
| v | 4153 | |
| r | 4131 | |
| s | 1937 | 3.5% |
| Y | 1810 | 3.3% |
| Other values (7) | 459 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 54722 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 10177 | |
| t | 7017 | |
| i | 6956 | |
| Q | 6934 | |
| u | 6934 | |
| N | 4214 | |
| v | 4153 | |
| r | 4131 | |
| s | 1937 | 3.5% |
| Y | 1810 | 3.3% |
| Other values (7) | 459 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 54722 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 10177 | |
| t | 7017 | |
| i | 6956 | |
| Q | 6934 | |
| u | 6934 | |
| N | 4214 | |
| v | 4153 | |
| r | 4131 | |
| s | 1937 | 3.5% |
| Y | 1810 | 3.3% |
| Other values (7) | 459 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 54722 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 10177 | |
| t | 7017 | |
| i | 6956 | |
| Q | 6934 | |
| u | 6934 | |
| N | 4214 | |
| v | 4153 | |
| r | 4131 | |
| s | 1937 | 3.5% |
| Y | 1810 | 3.3% |
| Other values (7) | 459 | 0.8% |
Depression
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| False | |
|---|---|
| True | 756 |
| Value | Count | Frequency (%) |
| False | 12224 | |
| True | 756 | 5.8% |
ICU
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| False | |
|---|---|
| True | 614 |
| Value | Count | Frequency (%) |
| False | 12366 | |
| True | 614 | 4.7% |
Drug_Abuse
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| False | |
|---|---|
| True | 486 |
| Value | Count | Frequency (%) |
| False | 12494 | |
| True | 486 | 3.7% |
Mood_Disorder
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| False | |
|---|---|
| True | 156 |
| Value | Count | Frequency (%) |
| False | 12824 | |
| True | 156 | 1.2% |
Diabetes
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| False | |
|---|---|
| True | 188 |
| Value | Count | Frequency (%) |
| False | 12792 | |
| True | 188 | 1.4% |
| Value | Count | Frequency (%) |
| False | 10210 | |
| True | 2770 | 21.3% |
Obesity
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| False | |
|---|---|
| True | 769 |
| Value | Count | Frequency (%) |
| False | 12211 | |
| True | 769 | 5.9% |
Dementia
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| False | |
|---|---|
| True | 871 |
| Value | Count | Frequency (%) |
| False | 12109 | |
| True | 871 | 6.7% |
Age
Real number (ℝ)
| Distinct | 668 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.61728 |
| Minimum | 18.1 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 101.5 KiB |
Quantile statistics
| Minimum | 18.1 |
|---|---|
| 5-th percentile | 45.3 |
| Q1 | 63.4 |
| median | 74.5 |
| Q3 | 82.9 |
| 95-th percentile | 88.3 |
| Maximum | 90 |
| Range | 71.9 |
| Interquartile range (IQR) | 19.5 |
Descriptive statistics
| Standard deviation | 13.854881 |
|---|---|
| Coefficient of variation (CV) | 0.19345724 |
| Kurtosis | 0.77441392 |
| Mean | 71.61728 |
| Median Absolute Deviation (MAD) | 9.3 |
| Skewness | -0.9912293 |
| Sum | 929592.3 |
| Variance | 191.95774 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 85.4 | 69 | 0.5% |
| 85.1 | 68 | 0.5% |
| 87.3 | 64 | 0.5% |
| 83.1 | 63 | 0.5% |
| 85 | 63 | 0.5% |
| 86 | 60 | 0.5% |
| 82.6 | 60 | 0.5% |
| 77.9 | 59 | 0.5% |
| 85.2 | 57 | 0.4% |
| 78.3 | 57 | 0.4% |
| Other values (658) | 12360 |
| Value | Count | Frequency (%) |
| 18.1 | 1 | < 0.1% |
| 18.5 | 2 | |
| 18.6 | 2 | |
| 18.7 | 1 | < 0.1% |
| 18.8 | 1 | < 0.1% |
| 19 | 3 | |
| 19.2 | 1 | < 0.1% |
| 19.3 | 1 | < 0.1% |
| 19.4 | 2 | |
| 19.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 90 | 19 | |
| 89.9 | 34 | |
| 89.8 | 34 | |
| 89.7 | 37 | |
| 89.6 | 43 | |
| 89.5 | 46 | |
| 89.4 | 32 | |
| 89.3 | 36 | |
| 89.2 | 36 | |
| 89.1 | 38 |
Bmi
Real number (ℝ)
High correlation
| Distinct | 3382 |
|---|---|
| Distinct (%) | 26.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.337493 |
| Minimum | 14 |
|---|---|
| Maximum | 54.47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 101.5 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 19.0395 |
| Q1 | 24.16 |
| median | 28.81 |
| Q3 | 35.1225 |
| 95-th percentile | 47.4605 |
| Maximum | 54.47 |
| Range | 40.47 |
| Interquartile range (IQR) | 10.9625 |
Descriptive statistics
| Standard deviation | 8.4656357 |
|---|---|
| Coefficient of variation (CV) | 0.27904862 |
| Kurtosis | 0.2871667 |
| Mean | 30.337493 |
| Median Absolute Deviation (MAD) | 5.24 |
| Skewness | 0.79253815 |
| Sum | 393780.66 |
| Variance | 71.666989 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 54.47 | 140 | 1.1% |
| 14 | 23 | 0.2% |
| 27.02 | 21 | 0.2% |
| 25 | 20 | 0.2% |
| 27.45 | 20 | 0.2% |
| 23 | 18 | 0.1% |
| 25.23 | 18 | 0.1% |
| 25.15 | 17 | 0.1% |
| 26.45 | 17 | 0.1% |
| 30.26 | 17 | 0.1% |
| Other values (3372) | 12669 |
| Value | Count | Frequency (%) |
| 14 | 23 | |
| 14.02 | 2 | < 0.1% |
| 14.07 | 1 | < 0.1% |
| 14.09 | 1 | < 0.1% |
| 14.13 | 1 | < 0.1% |
| 14.31 | 1 | < 0.1% |
| 14.34 | 1 | < 0.1% |
| 14.45 | 1 | < 0.1% |
| 14.53 | 1 | < 0.1% |
| 14.54 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 54.47 | 140 | |
| 54.46879751 | 1 | < 0.1% |
| 54.46230455 | 1 | < 0.1% |
| 54.46 | 1 | < 0.1% |
| 54.45286579 | 1 | < 0.1% |
| 54.45 | 1 | < 0.1% |
| 54.43 | 2 | < 0.1% |
| 54.42 | 1 | < 0.1% |
| 54.41 | 1 | < 0.1% |
| 54.40430487 | 1 | < 0.1% |
Weight
Real number (ℝ)
High correlation
| Distinct | 325 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 22 |
| Missing (%) | 0.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 190.99105 |
| Minimum | 42 |
|---|---|
| Maximum | 392 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 101.5 KiB |
Quantile statistics
| Minimum | 42 |
|---|---|
| 5-th percentile | 112 |
| Q1 | 149 |
| median | 182 |
| Q3 | 225 |
| 95-th percentile | 301 |
| Maximum | 392 |
| Range | 350 |
| Interquartile range (IQR) | 76 |
Descriptive statistics
| Standard deviation | 58.106992 |
|---|---|
| Coefficient of variation (CV) | 0.30423935 |
| Kurtosis | 0.53137003 |
| Mean | 190.99105 |
| Median Absolute Deviation (MAD) | 37 |
| Skewness | 0.78162376 |
| Sum | 2474862 |
| Variance | 3376.4225 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 157 | 121 | 0.9% |
| 180 | 118 | 0.9% |
| 181 | 117 | 0.9% |
| 174 | 113 | 0.9% |
| 170 | 109 | 0.8% |
| 158 | 108 | 0.8% |
| 149 | 107 | 0.8% |
| 172 | 107 | 0.8% |
| 185 | 106 | 0.8% |
| 146 | 106 | 0.8% |
| Other values (315) | 11846 |
| Value | Count | Frequency (%) |
| 42 | 1 | < 0.1% |
| 49 | 1 | < 0.1% |
| 54 | 1 | < 0.1% |
| 62 | 1 | < 0.1% |
| 65 | 1 | < 0.1% |
| 67 | 1 | < 0.1% |
| 70 | 1 | < 0.1% |
| 73 | 5 | |
| 75 | 2 | < 0.1% |
| 76 | 5 |
| Value | Count | Frequency (%) |
| 392 | 26 | |
| 391 | 1 | < 0.1% |
| 390 | 1 | < 0.1% |
| 389 | 4 | < 0.1% |
| 388 | 4 | < 0.1% |
| 387 | 4 | < 0.1% |
| 386 | 7 | 0.1% |
| 385 | 3 | < 0.1% |
| 384 | 5 | < 0.1% |
| 383 | 6 | < 0.1% |
Height
Real number (ℝ)
High correlation Missing
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 310 |
| Missing (%) | 2.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.366772 |
| Minimum | 40 |
|---|---|
| Maximum | 76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 101.5 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 63 |
| median | 66 |
| Q3 | 70 |
| 95-th percentile | 73 |
| Maximum | 76 |
| Range | 36 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.2967387 |
|---|---|
| Coefficient of variation (CV) | 0.064742318 |
| Kurtosis | -0.11234985 |
| Mean | 66.366772 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.09330381 |
| Sum | 840867 |
| Variance | 18.461963 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 66 | 1105 | 8.5% |
| 67 | 1030 | 7.9% |
| 64 | 1022 | 7.9% |
| 62 | 1000 | 7.7% |
| 63 | 932 | 7.2% |
| 70 | 914 | 7.0% |
| 68 | 904 | 7.0% |
| 65 | 884 | 6.8% |
| 69 | 866 | 6.7% |
| 72 | 820 | 6.3% |
| Other values (23) | 3193 |
| Value | Count | Frequency (%) |
| 40 | 2 | < 0.1% |
| 44 | 2 | < 0.1% |
| 45 | 1 | < 0.1% |
| 47 | 2 | < 0.1% |
| 48 | 2 | < 0.1% |
| 49 | 2 | < 0.1% |
| 50 | 2 | < 0.1% |
| 51 | 2 | < 0.1% |
| 52 | 3 | |
| 53 | 5 |
| Value | Count | Frequency (%) |
| 76 | 141 | 1.1% |
| 75 | 137 | 1.1% |
| 74 | 270 | 2.1% |
| 73 | 357 | 2.8% |
| 72 | 820 | |
| 71 | 681 | |
| 70 | 914 | |
| 69 | 866 | |
| 68 | 904 | |
| 67 | 1030 |
Pulse
Real number (ℝ)
| Distinct | 96 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.675347 |
| Minimum | 48 |
|---|---|
| Maximum | 145 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 101.5 KiB |
Quantile statistics
| Minimum | 48 |
|---|---|
| 5-th percentile | 58 |
| Q1 | 68 |
| median | 77 |
| Q3 | 88 |
| 95-th percentile | 106 |
| Maximum | 145 |
| Range | 97 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 14.869041 |
|---|---|
| Coefficient of variation (CV) | 0.18899237 |
| Kurtosis | 0.53226018 |
| Mean | 78.675347 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.66436639 |
| Sum | 1021206 |
| Variance | 221.08837 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 70 | 523 | 4.0% |
| 80 | 465 | 3.6% |
| 72 | 455 | 3.5% |
| 74 | 389 | 3.0% |
| 68 | 356 | 2.7% |
| 76 | 352 | 2.7% |
| 60 | 346 | 2.7% |
| 78 | 337 | 2.6% |
| 75 | 324 | 2.5% |
| 88 | 315 | 2.4% |
| Other values (86) | 9118 |
| Value | Count | Frequency (%) |
| 48 | 14 | 0.1% |
| 49 | 12 | 0.1% |
| 50 | 52 | |
| 51 | 44 | 0.3% |
| 52 | 64 | |
| 53 | 64 | |
| 54 | 59 | |
| 55 | 98 | |
| 56 | 99 | |
| 57 | 120 |
| Value | Count | Frequency (%) |
| 145 | 3 | |
| 144 | 3 | |
| 141 | 2 | < 0.1% |
| 140 | 6 | |
| 139 | 1 | < 0.1% |
| 138 | 1 | < 0.1% |
| 137 | 3 | |
| 136 | 5 | |
| 135 | 3 | |
| 134 | 3 |
Pat_Pain_Score
Real number (ℝ)
Zeros
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.949923 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 6282 |
| Zeros (%) | 48.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 101.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.5707861 |
|---|---|
| Coefficient of variation (CV) | 1.318404 |
| Kurtosis | 0.54947379 |
| Mean | 1.949923 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.256532 |
| Sum | 25310 |
| Variance | 6.6089414 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0 | 6282 | |
| 2 | 1525 | 11.7% |
| 1 | 1278 | 9.8% |
| 3 | 819 | 6.3% |
| 5 | 741 | 5.7% |
| 4 | 696 | 5.4% |
| 6 | 486 | 3.7% |
| 7 | 475 | 3.7% |
| 8 | 432 | 3.3% |
| 10 | 125 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 6282 | |
| 1 | 1278 | 9.8% |
| 2 | 1525 | 11.7% |
| 3 | 819 | 6.3% |
| 4 | 696 | 5.4% |
| 5 | 741 | 5.7% |
| 6 | 486 | 3.7% |
| 7 | 475 | 3.7% |
| 8 | 432 | 3.3% |
| 9 | 121 | 0.9% |
| Value | Count | Frequency (%) |
| 10 | 125 | 1.0% |
| 9 | 121 | 0.9% |
| 8 | 432 | 3.3% |
| 7 | 475 | 3.7% |
| 6 | 486 | 3.7% |
| 5 | 741 | |
| 4 | 696 | |
| 3 | 819 | |
| 2 | 1525 | |
| 1 | 1278 |
ER_Visits
Real number (ℝ)
Zeros
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6990755 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 5035 |
| Zeros (%) | 38.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 101.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 6 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.2136203 |
|---|---|
| Coefficient of variation (CV) | 1.3028381 |
| Kurtosis | 4.4698819 |
| Mean | 1.6990755 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.949645 |
| Sum | 22054 |
| Variance | 4.9001147 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0 | 5035 | |
| 1 | 2974 | |
| 2 | 1765 | 13.6% |
| 3 | 1141 | 8.8% |
| 4 | 705 | 5.4% |
| 5 | 474 | 3.7% |
| 6 | 295 | 2.3% |
| 7 | 179 | 1.4% |
| 8 | 161 | 1.2% |
| 9 | 83 | 0.6% |
| Other values (4) | 168 | 1.3% |
| Value | Count | Frequency (%) |
| 0 | 5035 | |
| 1 | 2974 | |
| 2 | 1765 | 13.6% |
| 3 | 1141 | 8.8% |
| 4 | 705 | 5.4% |
| 5 | 474 | 3.7% |
| 6 | 295 | 2.3% |
| 7 | 179 | 1.4% |
| 8 | 161 | 1.2% |
| 9 | 83 | 0.6% |
| Value | Count | Frequency (%) |
| 13 | 27 | 0.2% |
| 12 | 39 | 0.3% |
| 11 | 40 | 0.3% |
| 10 | 62 | 0.5% |
| 9 | 83 | 0.6% |
| 8 | 161 | 1.2% |
| 7 | 179 | 1.4% |
| 6 | 295 | |
| 5 | 474 | |
| 4 | 705 |
IP_Visits
Categorical
Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 101.5 KiB |
| 0 | |
|---|---|
| 1 | 1094 |
| 2 | 267 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 11619 | |
| 1 | 1094 | 8.4% |
| 2 | 267 | 2.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 11619 | |
| 1 | 1094 | 8.4% |
| 2 | 267 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 11619 | |
| 1 | 1094 | 8.4% |
| 2 | 267 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12980 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11619 | |
| 1 | 1094 | 8.4% |
| 2 | 267 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12980 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11619 | |
| 1 | 1094 | 8.4% |
| 2 | 267 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12980 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 11619 | |
| 1 | 1094 | 8.4% |
| 2 | 267 | 2.1% |
Chronic_Conditions
Real number (ℝ)
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.6124037 |
| Minimum | 1 |
|---|---|
| Maximum | 27 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 101.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 17 |
| Maximum | 27 |
| Range | 26 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.8517986 |
|---|---|
| Coefficient of variation (CV) | 0.73374204 |
| Kurtosis | 1.9092186 |
| Mean | 6.6124037 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.3242662 |
| Sum | 85829 |
| Variance | 23.539949 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 1 | 1380 | |
| 5 | 1308 | |
| 4 | 1306 | |
| 2 | 1230 | |
| 3 | 1215 | |
| 6 | 1171 | |
| 7 | 1042 | |
| 8 | 882 | 6.8% |
| 9 | 663 | 5.1% |
| 10 | 549 | 4.2% |
| Other values (17) | 2234 |
| Value | Count | Frequency (%) |
| 1 | 1380 | |
| 2 | 1230 | |
| 3 | 1215 | |
| 4 | 1306 | |
| 5 | 1308 | |
| 6 | 1171 | |
| 7 | 1042 | |
| 8 | 882 | |
| 9 | 663 | |
| 10 | 549 | 4.2% |
| Value | Count | Frequency (%) |
| 27 | 17 | 0.1% |
| 26 | 24 | 0.2% |
| 25 | 28 | 0.2% |
| 24 | 48 | |
| 23 | 40 | 0.3% |
| 22 | 45 | |
| 21 | 42 | 0.3% |
| 20 | 73 | |
| 19 | 109 | |
| 18 | 88 |
Glucose
Real number (ℝ)
| Distinct | 356 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 144.63451 |
| Minimum | 58 |
|---|---|
| Maximum | 423 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 101.5 KiB |
Quantile statistics
| Minimum | 58 |
|---|---|
| 5-th percentile | 82 |
| Q1 | 96 |
| median | 127 |
| Q3 | 172 |
| 95-th percentile | 281 |
| Maximum | 423 |
| Range | 365 |
| Interquartile range (IQR) | 76 |
Descriptive statistics
| Standard deviation | 63.83273 |
|---|---|
| Coefficient of variation (CV) | 0.44133816 |
| Kurtosis | 2.3207425 |
| Mean | 144.63451 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 1.5146054 |
| Sum | 1877356 |
| Variance | 4074.6175 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 97 | 325 | 2.5% |
| 99 | 312 | 2.4% |
| 98 | 285 | 2.2% |
| 96 | 268 | 2.1% |
| 95 | 268 | 2.1% |
| 94 | 253 | 1.9% |
| 93 | 252 | 1.9% |
| 92 | 220 | 1.7% |
| 91 | 215 | 1.7% |
| 90 | 186 | 1.4% |
| Other values (346) | 10396 |
| Value | Count | Frequency (%) |
| 58 | 9 | |
| 59 | 16 | |
| 60 | 10 | |
| 61 | 9 | |
| 62 | 12 | |
| 63 | 9 | |
| 64 | 12 | |
| 65 | 9 | |
| 66 | 19 | |
| 67 | 13 |
| Value | Count | Frequency (%) |
| 423 | 1 | < 0.1% |
| 422 | 2 | |
| 420 | 1 | < 0.1% |
| 419 | 3 | |
| 418 | 1 | < 0.1% |
| 417 | 3 | |
| 416 | 1 | < 0.1% |
| 415 | 1 | < 0.1% |
| 414 | 2 | |
| 413 | 4 |
Condition
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 101.5 KiB |
| Heart_Failure | |
|---|---|
| Pneumonia |
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 11.087519 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Pneumonia |
|---|---|
| 2nd row | Pneumonia |
| 3rd row | Heart_Failure |
| 4th row | Heart_Failure |
| 5th row | Heart_Failure |
Common Values
| Value | Count | Frequency (%) |
| Heart_Failure | 6774 | |
| Pneumonia | 6206 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| heart_failure | 6774 | |
| pneumonia | 6206 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 19754 | |
| a | 19754 | |
| r | 13548 | |
| i | 12980 | |
| u | 12980 | |
| n | 12412 | |
| _ | 6774 | 4.7% |
| t | 6774 | 4.7% |
| H | 6774 | 4.7% |
| F | 6774 | 4.7% |
| Other values (4) | 25392 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 143916 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 19754 | |
| a | 19754 | |
| r | 13548 | |
| i | 12980 | |
| u | 12980 | |
| n | 12412 | |
| _ | 6774 | 4.7% |
| t | 6774 | 4.7% |
| H | 6774 | 4.7% |
| F | 6774 | 4.7% |
| Other values (4) | 25392 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 143916 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 19754 | |
| a | 19754 | |
| r | 13548 | |
| i | 12980 | |
| u | 12980 | |
| n | 12412 | |
| _ | 6774 | 4.7% |
| t | 6774 | 4.7% |
| H | 6774 | 4.7% |
| F | 6774 | 4.7% |
| Other values (4) | 25392 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 143916 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 19754 | |
| a | 19754 | |
| r | 13548 | |
| i | 12980 | |
| u | 12980 | |
| n | 12412 | |
| _ | 6774 | 4.7% |
| t | 6774 | 4.7% |
| H | 6774 | 4.7% |
| F | 6774 | 4.7% |
| Other values (4) | 25392 |
Care_Plan_Following_Discharge
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 101.5 KiB |
| Discharged to Home | |
|---|---|
| Home Health | |
| Skilled Nursing Facility | |
| Telehealth | |
| Hospice |
Length
| Max length | 24 |
|---|---|
| Median length | 18 |
| Mean length | 15.451002 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Skilled Nursing Facility |
|---|---|
| 2nd row | Telehealth |
| 3rd row | Skilled Nursing Facility |
| 4th row | Telehealth |
| 5th row | Telehealth |
Common Values
| Value | Count | Frequency (%) |
| Discharged to Home | 3994 | |
| Home Health | 3312 | |
| Skilled Nursing Facility | 2736 | |
| Telehealth | 2000 | |
| Hospice | 508 | 3.9% |
| Expired | 430 | 3.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| home | 7306 | |
| discharged | 3994 | |
| to | 3994 | |
| health | 3312 | |
| skilled | 2736 | 9.2% |
| nursing | 2736 | 9.2% |
| facility | 2736 | 9.2% |
| telehealth | 2000 | 6.7% |
| hospice | 508 | 1.7% |
| expired | 430 | 1.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 24286 | 12.1% |
| 16772 | 8.4% | |
| i | 15876 | 7.9% |
| l | 15520 | 7.7% |
| a | 12042 | 6.0% |
| t | 12042 | 6.0% |
| o | 11808 | 5.9% |
| h | 11306 | 5.6% |
| H | 11126 | 5.5% |
| m | 7306 | 3.6% |
| Other values (17) | 62470 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 200554 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 24286 | 12.1% |
| 16772 | 8.4% | |
| i | 15876 | 7.9% |
| l | 15520 | 7.7% |
| a | 12042 | 6.0% |
| t | 12042 | 6.0% |
| o | 11808 | 5.9% |
| h | 11306 | 5.6% |
| H | 11126 | 5.5% |
| m | 7306 | 3.6% |
| Other values (17) | 62470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 200554 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 24286 | 12.1% |
| 16772 | 8.4% | |
| i | 15876 | 7.9% |
| l | 15520 | 7.7% |
| a | 12042 | 6.0% |
| t | 12042 | 6.0% |
| o | 11808 | 5.9% |
| h | 11306 | 5.6% |
| H | 11126 | 5.5% |
| m | 7306 | 3.6% |
| Other values (17) | 62470 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 200554 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 24286 | 12.1% |
| 16772 | 8.4% | |
| i | 15876 | 7.9% |
| l | 15520 | 7.7% |
| a | 12042 | 6.0% |
| t | 12042 | 6.0% |
| o | 11808 | 5.9% |
| h | 11306 | 5.6% |
| H | 11126 | 5.5% |
| m | 7306 | 3.6% |
| Other values (17) | 62470 |
Cost_Of_Initial_Stay
Real number (ℝ)
| Distinct | 12485 |
|---|---|
| Distinct (%) | 96.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7268.5442 |
| Minimum | 9.4 |
|---|---|
| Maximum | 117843.12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 101.5 KiB |
Quantile statistics
| Minimum | 9.4 |
|---|---|
| 5-th percentile | 2199.094 |
| Q1 | 3722.6475 |
| median | 5579.405 |
| Q3 | 8616.0425 |
| 95-th percentile | 17905.579 |
| Maximum | 117843.12 |
| Range | 117833.72 |
| Interquartile range (IQR) | 4893.395 |
Descriptive statistics
| Standard deviation | 6172.1291 |
|---|---|
| Coefficient of variation (CV) | 0.84915615 |
| Kurtosis | 31.457824 |
| Mean | 7268.5442 |
| Median Absolute Deviation (MAD) | 2199.49 |
| Skewness | 4.0758482 |
| Sum | 94345704 |
| Variance | 38095177 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6416.29 | 9 | 0.1% |
| 5632.07 | 9 | 0.1% |
| 18310.11 | 9 | 0.1% |
| 2777.42 | 9 | 0.1% |
| 5672.99 | 9 | 0.1% |
| 3530.25 | 8 | 0.1% |
| 5960.24 | 8 | 0.1% |
| 4302.36 | 4 | < 0.1% |
| 15001.58 | 4 | < 0.1% |
| 19337.13 | 4 | < 0.1% |
| Other values (12475) | 12907 |
| Value | Count | Frequency (%) |
| 9.4 | 1 | |
| 11.91 | 1 | |
| 43.14 | 1 | |
| 51.66 | 1 | |
| 63.51 | 1 | |
| 96.42 | 1 | |
| 123.4 | 1 | |
| 128.34 | 1 | |
| 129.22 | 1 | |
| 138.99 | 1 |
| Value | Count | Frequency (%) |
| 117843.12 | 1 | |
| 99022.53 | 1 | |
| 81444.46 | 1 | |
| 78976.15 | 1 | |
| 71584.67 | 1 | |
| 70039.08 | 1 | |
| 69586.42 | 1 | |
| 66340.8 | 1 | |
| 63486.82 | 1 | |
| 63405.49 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 10483 | |
| 1 | 2497 | 19.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 10483 | |
| 1 | 2497 | 19.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 10483 | |
| 1 | 2497 | 19.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 12980 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10483 | |
| 1 | 2497 | 19.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 12980 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10483 | |
| 1 | 2497 | 19.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 12980 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10483 | |
| 1 | 2497 | 19.2% |
Interactions
Correlations
| Admit_Month | Admit_Week | Age | Anxiety | Bmi | Care_Plan_Following_Discharge | Chronic_Conditions | Condition | Cost_Of_Initial_Stay | Dementia | Depression | Diabetes | Drug_Abuse | ER_Visits | Gender | Glucose | Height | ICU | IP_Visits | Insurance_Provider | Marital_Status | Mood_Disorder | Obesity | Pat_Pain_Score | Pulse | Readmit30 | Tobacco_User | Weight | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Admit_Month | 1.000 | 0.031 | 0.008 | 0.017 | 0.014 | 0.039 | 0.003 | 0.079 | 0.010 | 0.020 | 0.065 | 0.028 | 0.000 | 0.021 | 0.000 | 0.014 | 0.016 | 0.000 | 0.027 | 0.018 | 0.016 | 0.021 | 0.022 | 0.018 | 0.000 | 0.020 | 0.000 | 0.009 |
| Admit_Week | 0.031 | 1.000 | 0.003 | 0.012 | 0.011 | 0.012 | 0.017 | 0.014 | 0.007 | 0.000 | 0.000 | 0.024 | 0.000 | 0.018 | 0.020 | 0.016 | 0.014 | 0.011 | 0.026 | 0.015 | 0.005 | 0.018 | 0.029 | 0.013 | 0.014 | 0.016 | 0.018 | 0.019 |
| Age | 0.008 | 0.003 | 1.000 | 0.063 | -0.292 | 0.139 | 0.062 | 0.161 | 0.010 | 0.075 | 0.063 | 0.026 | 0.091 | -0.024 | 0.046 | -0.066 | -0.142 | 0.031 | 0.041 | 0.477 | 0.116 | 0.031 | 0.192 | -0.140 | -0.119 | 0.047 | 0.172 | -0.335 |
| Anxiety | 0.017 | 0.012 | 0.063 | 1.000 | 0.191 | 0.054 | 0.167 | 0.043 | 0.038 | 0.049 | 0.034 | 0.074 | 0.076 | 0.074 | 0.017 | 0.050 | 0.031 | 0.005 | 0.038 | 0.000 | 0.012 | 0.015 | 0.167 | 0.034 | 0.041 | 0.035 | 0.038 | 0.196 |
| Bmi | 0.014 | 0.011 | -0.292 | 0.191 | 1.000 | 0.052 | 0.135 | 0.113 | 0.029 | 0.008 | 0.034 | 0.068 | 0.038 | 0.005 | 0.130 | 0.217 | -0.023 | 0.000 | 0.000 | 0.121 | 0.065 | 0.032 | 0.478 | 0.062 | -0.051 | 0.038 | 0.041 | 0.895 |
| Care_Plan_Following_Discharge | 0.039 | 0.012 | 0.139 | 0.054 | 0.052 | 1.000 | 0.066 | 0.128 | 0.103 | 0.051 | 0.023 | 0.018 | 0.045 | 0.062 | 0.073 | 0.024 | 0.043 | 0.278 | 0.060 | 0.182 | 0.118 | 0.010 | 0.044 | 0.023 | 0.111 | 0.112 | 0.066 | 0.056 |
| Chronic_Conditions | 0.003 | 0.017 | 0.062 | 0.167 | 0.135 | 0.066 | 1.000 | 0.179 | 0.058 | 0.092 | 0.170 | 0.061 | 0.036 | 0.230 | 0.053 | 0.040 | -0.056 | 0.038 | 0.054 | 0.099 | 0.011 | 0.029 | 0.105 | 0.117 | -0.066 | 0.102 | 0.046 | 0.100 |
| Condition | 0.079 | 0.014 | 0.161 | 0.043 | 0.113 | 0.128 | 0.179 | 1.000 | 0.000 | 0.026 | 0.049 | 0.000 | 0.021 | 0.097 | 0.028 | 0.072 | 0.029 | 0.041 | 0.069 | 0.121 | 0.016 | 0.014 | 0.059 | 0.055 | 0.132 | 0.075 | 0.077 | 0.096 |
| Cost_Of_Initial_Stay | 0.010 | 0.007 | 0.010 | 0.038 | 0.029 | 0.103 | 0.058 | 0.000 | 1.000 | 0.000 | 0.033 | 0.000 | 0.000 | 0.050 | 0.000 | 0.087 | -0.020 | 0.112 | 0.061 | 0.031 | 0.010 | 0.000 | 0.007 | -0.076 | 0.029 | 0.080 | 0.018 | 0.016 |
| Dementia | 0.020 | 0.000 | 0.075 | 0.049 | 0.008 | 0.051 | 0.092 | 0.026 | 0.000 | 1.000 | 0.019 | 0.000 | 0.021 | 0.070 | 0.048 | 0.021 | 0.036 | 0.000 | 0.017 | 0.067 | 0.000 | 0.011 | 0.011 | 0.033 | 0.031 | 0.036 | 0.046 | 0.000 |
| Depression | 0.065 | 0.000 | 0.063 | 0.034 | 0.034 | 0.023 | 0.170 | 0.049 | 0.033 | 0.019 | 1.000 | 0.004 | 0.002 | 0.056 | 0.063 | 0.006 | 0.054 | 0.025 | 0.000 | 0.025 | 0.020 | 0.005 | 0.003 | 0.089 | 0.000 | 0.000 | 0.054 | 0.020 |
| Diabetes | 0.028 | 0.024 | 0.026 | 0.074 | 0.068 | 0.018 | 0.061 | 0.000 | 0.000 | 0.000 | 0.004 | 1.000 | 0.000 | 0.028 | 0.000 | 0.040 | 0.000 | 0.000 | 0.032 | 0.015 | 0.000 | 0.010 | 0.033 | 0.029 | 0.028 | 0.025 | 0.009 | 0.078 |
| Drug_Abuse | 0.000 | 0.000 | 0.091 | 0.076 | 0.038 | 0.045 | 0.036 | 0.021 | 0.000 | 0.021 | 0.002 | 0.000 | 1.000 | 0.062 | 0.000 | 0.043 | 0.014 | 0.011 | 0.000 | 0.036 | 0.014 | 0.000 | 0.012 | 0.032 | 0.021 | 0.000 | 0.186 | 0.009 |
| ER_Visits | 0.021 | 0.018 | -0.024 | 0.074 | 0.005 | 0.062 | 0.230 | 0.097 | 0.050 | 0.070 | 0.056 | 0.028 | 0.062 | 1.000 | 0.049 | -0.006 | -0.049 | 0.001 | 0.068 | 0.083 | 0.080 | 0.041 | 0.081 | 0.114 | -0.025 | 0.158 | 0.050 | -0.014 |
| Gender | 0.000 | 0.020 | 0.046 | 0.017 | 0.130 | 0.073 | 0.053 | 0.028 | 0.000 | 0.048 | 0.063 | 0.000 | 0.000 | 0.049 | 1.000 | 0.029 | 0.734 | 0.031 | 0.000 | 0.036 | 0.244 | 0.000 | 0.014 | 0.089 | 0.000 | 0.010 | 0.197 | 0.276 |
| Glucose | 0.014 | 0.016 | -0.066 | 0.050 | 0.217 | 0.024 | 0.040 | 0.072 | 0.087 | 0.021 | 0.006 | 0.040 | 0.043 | -0.006 | 0.029 | 1.000 | 0.024 | 0.037 | 0.024 | 0.042 | 0.028 | 0.000 | 0.089 | -0.008 | 0.010 | 0.041 | 0.029 | 0.209 |
| Height | 0.016 | 0.014 | -0.142 | 0.031 | -0.023 | 0.043 | -0.056 | 0.029 | -0.020 | 0.036 | 0.054 | 0.000 | 0.014 | -0.049 | 0.734 | 0.024 | 1.000 | 0.034 | 0.028 | 0.084 | 0.205 | 0.096 | 0.026 | -0.035 | -0.018 | 0.000 | 0.087 | 0.392 |
| ICU | 0.000 | 0.011 | 0.031 | 0.005 | 0.000 | 0.278 | 0.038 | 0.041 | 0.112 | 0.000 | 0.025 | 0.000 | 0.011 | 0.001 | 0.031 | 0.037 | 0.034 | 1.000 | 0.062 | 0.000 | 0.012 | 0.000 | 0.000 | 0.019 | 0.105 | 0.014 | 0.008 | 0.026 |
| IP_Visits | 0.027 | 0.026 | 0.041 | 0.038 | 0.000 | 0.060 | 0.054 | 0.069 | 0.061 | 0.017 | 0.000 | 0.032 | 0.000 | 0.068 | 0.000 | 0.024 | 0.028 | 0.062 | 1.000 | 0.016 | 0.025 | 0.000 | 0.011 | 0.040 | 0.019 | 0.055 | 0.017 | 0.000 |
| Insurance_Provider | 0.018 | 0.015 | 0.477 | 0.000 | 0.121 | 0.182 | 0.099 | 0.121 | 0.031 | 0.067 | 0.025 | 0.015 | 0.036 | 0.083 | 0.036 | 0.042 | 0.084 | 0.000 | 0.016 | 1.000 | 0.161 | 0.017 | 0.070 | 0.094 | 0.069 | 0.064 | 0.163 | 0.145 |
| Marital_Status | 0.016 | 0.005 | 0.116 | 0.012 | 0.065 | 0.118 | 0.011 | 0.016 | 0.010 | 0.000 | 0.020 | 0.000 | 0.014 | 0.080 | 0.244 | 0.028 | 0.205 | 0.012 | 0.025 | 0.161 | 1.000 | 0.032 | 0.011 | 0.049 | 0.018 | 0.026 | 0.102 | 0.123 |
| Mood_Disorder | 0.021 | 0.018 | 0.031 | 0.015 | 0.032 | 0.010 | 0.029 | 0.014 | 0.000 | 0.011 | 0.005 | 0.010 | 0.000 | 0.041 | 0.000 | 0.000 | 0.096 | 0.000 | 0.000 | 0.017 | 0.032 | 1.000 | 0.013 | 0.021 | 0.023 | 0.026 | 0.018 | 0.009 |
| Obesity | 0.022 | 0.029 | 0.192 | 0.167 | 0.478 | 0.044 | 0.105 | 0.059 | 0.007 | 0.011 | 0.003 | 0.033 | 0.012 | 0.081 | 0.014 | 0.089 | 0.026 | 0.000 | 0.011 | 0.070 | 0.011 | 0.013 | 1.000 | 0.048 | 0.000 | 0.018 | 0.017 | 0.460 |
| Pat_Pain_Score | 0.018 | 0.013 | -0.140 | 0.034 | 0.062 | 0.023 | 0.117 | 0.055 | -0.076 | 0.033 | 0.089 | 0.029 | 0.032 | 0.114 | 0.089 | -0.008 | -0.035 | 0.019 | 0.040 | 0.094 | 0.049 | 0.021 | 0.048 | 1.000 | 0.023 | 0.037 | 0.061 | 0.046 |
| Pulse | 0.000 | 0.014 | -0.119 | 0.041 | -0.051 | 0.111 | -0.066 | 0.132 | 0.029 | 0.031 | 0.000 | 0.028 | 0.021 | -0.025 | 0.000 | 0.010 | -0.018 | 0.105 | 0.019 | 0.069 | 0.018 | 0.023 | 0.000 | 0.023 | 1.000 | 0.040 | 0.026 | -0.052 |
| Readmit30 | 0.020 | 0.016 | 0.047 | 0.035 | 0.038 | 0.112 | 0.102 | 0.075 | 0.080 | 0.036 | 0.000 | 0.025 | 0.000 | 0.158 | 0.010 | 0.041 | 0.000 | 0.014 | 0.055 | 0.064 | 0.026 | 0.026 | 0.018 | 0.037 | 0.040 | 1.000 | 0.053 | 0.033 |
| Tobacco_User | 0.000 | 0.018 | 0.172 | 0.038 | 0.041 | 0.066 | 0.046 | 0.077 | 0.018 | 0.046 | 0.054 | 0.009 | 0.186 | 0.050 | 0.197 | 0.029 | 0.087 | 0.008 | 0.017 | 0.163 | 0.102 | 0.018 | 0.017 | 0.061 | 0.026 | 0.053 | 1.000 | 0.033 |
| Weight | 0.009 | 0.019 | -0.335 | 0.196 | 0.895 | 0.056 | 0.100 | 0.096 | 0.016 | 0.000 | 0.020 | 0.078 | 0.009 | -0.014 | 0.276 | 0.209 | 0.392 | 0.026 | 0.000 | 0.145 | 0.123 | 0.009 | 0.460 | 0.046 | -0.052 | 0.033 | 0.033 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Admit_Week | Admit_Month | Gender | Marital_Status | Insurance_Provider | Tobacco_User | Depression | ICU | Drug_Abuse | Mood_Disorder | Diabetes | Anxiety | Obesity | Dementia | Age | Bmi | Weight | Height | Pulse | Pat_Pain_Score | ER_Visits | IP_Visits | Chronic_Conditions | Glucose | Condition | Care_Plan_Following_Discharge | Cost_Of_Initial_Stay | Readmit30 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Sunday | Jan | F | Married | Medicare | Never | No | No | No | Yes | No | No | No | Yes | 76.6 | 45.89000 | 243.0 | 61.0 | 75 | 0 | 5 | 0 | 8 | 113 | Pneumonia | Skilled Nursing Facility | 8004.80 | 1 |
| 1 | Sunday | Jan | M | Married | Medicare | Quit | No | No | No | No | No | No | No | No | 81.6 | 29.44000 | 182.0 | 66.0 | 100 | 2 | 0 | 0 | 7 | 109 | Pneumonia | Telehealth | 3205.12 | 0 |
| 2 | Sunday | Jan | F | Single | Medicare | Never | No | No | No | No | No | No | No | No | 87.9 | 20.51000 | 102.0 | 59.0 | 76 | 0 | 0 | 0 | 6 | 98 | Heart_Failure | Skilled Nursing Facility | 15694.26 | 0 |
| 3 | Sunday | Jan | M | Married | Medicare | Quit | No | No | No | No | No | No | No | No | 74.3 | 26.93000 | 172.0 | 67.0 | 62 | 0 | 3 | 0 | 7 | 135 | Heart_Failure | Telehealth | 10014.29 | 0 |
| 4 | Sunday | Jan | F | Single | Commercial | Never | No | No | No | No | No | No | No | No | 37.3 | 33.72000 | 235.0 | 70.0 | 83 | 0 | 0 | 0 | 2 | 126 | Heart_Failure | Telehealth | 8798.15 | 0 |
| 5 | Sunday | Jan | F | Single | Medicare | Never | No | No | No | No | No | No | No | No | 85.2 | 30.55000 | 162.0 | 61.0 | 86 | 2 | 0 | 0 | 7 | 127 | Pneumonia | Telehealth | 6068.43 | 0 |
| 6 | Sunday | Jan | F | Single | Medicare | Quit | No | No | No | No | No | No | No | No | 85.6 | 32.03000 | 181.0 | NaN | 86 | 5 | 0 | 0 | 5 | 99 | Pneumonia | Home Health | 4695.70 | 0 |
| 7 | Sunday | Jan | F | Single | Medicaid | Quit | No | No | No | No | No | Yes | Yes | No | 28.1 | 43.12806 | 260.0 | 65.0 | 68 | 6 | 2 | 0 | 7 | 134 | Pneumonia | Home Health | 1704.47 | 0 |
| 8 | Sunday | Jan | M | Single | Commercial | Yes | No | No | No | No | No | No | No | No | 44.5 | 28.73000 | 212.0 | 72.0 | 62 | 1 | 2 | 0 | 4 | 94 | Pneumonia | Telehealth | 2853.38 | 0 |
| 9 | Sunday | Jan | F | Single | Medicare | Never | No | No | No | No | No | No | No | No | 72.4 | 22.23000 | 134.0 | 65.0 | 72 | 2 | 1 | 0 | 4 | 132 | Pneumonia | Telehealth | 3028.25 | 0 |
| Admit_Week | Admit_Month | Gender | Marital_Status | Insurance_Provider | Tobacco_User | Depression | ICU | Drug_Abuse | Mood_Disorder | Diabetes | Anxiety | Obesity | Dementia | Age | Bmi | Weight | Height | Pulse | Pat_Pain_Score | ER_Visits | IP_Visits | Chronic_Conditions | Glucose | Condition | Care_Plan_Following_Discharge | Cost_Of_Initial_Stay | Readmit30 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12970 | Saturday | Dec | F | Married | Medicare | Quit | No | No | No | No | No | No | No | No | 70.1 | 32.62 | 215.0 | 68.0 | 60 | 6 | 9 | 0 | 10 | 162 | Heart_Failure | Discharged to Home | 2751.32 | 0 |
| 12971 | Saturday | Dec | M | Single | Medicare | Quit | No | No | No | No | No | No | Yes | No | 55.6 | 36.21 | 274.0 | 73.0 | 90 | 1 | 1 | 0 | 8 | 94 | Heart_Failure | Discharged to Home | 4234.29 | 0 |
| 12972 | Saturday | Dec | M | Married | Medicare | Never | No | No | No | No | No | No | No | No | 68.8 | 28.20 | 202.0 | 71.0 | 62 | 0 | 2 | 0 | 8 | 159 | Heart_Failure | Home Health | 13748.77 | 0 |
| 12973 | Saturday | Dec | F | Single | Medicare | Quit | No | No | No | No | No | No | No | Yes | 87.4 | 22.73 | 137.0 | 65.0 | 101 | 0 | 5 | 0 | 9 | 92 | Heart_Failure | Skilled Nursing Facility | 4528.77 | 0 |
| 12974 | Saturday | Dec | M | Single | Medicare | Quit | No | No | No | No | No | No | No | No | 83.0 | 31.01 | 210.0 | 69.0 | 64 | 3 | 0 | 0 | 7 | 90 | Pneumonia | Discharged to Home | 3522.42 | 0 |
| 12975 | Saturday | Dec | M | Married | Medicare | Quit | No | Yes | No | No | No | No | No | No | 65.0 | 31.08 | 192.0 | 66.0 | 75 | 3 | 2 | 0 | 4 | 96 | Heart_Failure | Discharged to Home | 5359.67 | 0 |
| 12976 | Saturday | Dec | F | Single | Medicaid | Quit | No | No | No | No | No | No | Yes | No | 59.4 | 54.47 | 313.0 | 62.0 | 105 | 4 | 3 | 0 | 7 | 157 | Pneumonia | Discharged to Home | 5536.30 | 0 |
| 12977 | Saturday | Dec | M | Single | Medicare | Quit | No | No | No | No | No | No | No | No | 78.2 | 20.96 | 155.0 | 72.0 | 82 | 0 | 1 | 0 | 5 | 203 | Pneumonia | Discharged to Home | 5427.93 | 0 |
| 12978 | Saturday | Dec | M | Married | Medicare | Quit | No | No | No | No | No | No | No | No | 84.8 | 29.09 | 181.0 | 66.0 | 88 | 2 | 3 | 0 | 5 | 138 | Pneumonia | Hospice | 3112.01 | 0 |
| 12979 | Saturday | Dec | F | Single | Medicare | Yes | No | No | No | No | No | No | No | No | 72.0 | 21.49 | 121.0 | 63.0 | 64 | 5 | 1 | 0 | 7 | 106 | Pneumonia | Home Health | 6903.67 | 0 |
Duplicate rows
Most frequently occurring
| Admit_Week | Admit_Month | Gender | Marital_Status | Insurance_Provider | Tobacco_User | Depression | ICU | Drug_Abuse | Mood_Disorder | Diabetes | Anxiety | Obesity | Dementia | Age | Bmi | Weight | Height | Pulse | Pat_Pain_Score | ER_Visits | IP_Visits | Chronic_Conditions | Glucose | Condition | Care_Plan_Following_Discharge | Cost_Of_Initial_Stay | Readmit30 | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 44 | Monday | Jun | F | Single | Medicare | Quit | No | No | No | No | No | No | No | No | 66.9 | 29.10000 | 180.0 | 66.0 | 79 | 0 | 4 | 0 | 9 | 84 | Heart_Failure | Home Health | 5632.07 | 1 | 9 |
| 86 | Sunday | Apr | M | Single | Medicaid | Never | No | No | No | No | No | No | No | No | 52.3 | 27.45000 | 191.0 | 70.0 | 81 | 4 | 0 | 0 | 1 | 108 | Heart_Failure | Discharged to Home | 5672.99 | 1 | 9 |
| 98 | Sunday | Mar | M | Single | Medicare | Yes | No | No | No | Yes | No | No | No | No | 88.7 | 18.20000 | 134.0 | 72.0 | 109 | 0 | 3 | 0 | 4 | 97 | Heart_Failure | Home Health | 2777.42 | 1 | 9 |
| 13 | Friday | Jul | M | Married | Medicaid | Quit | No | No | No | No | No | No | No | No | 51.3 | 34.39000 | 261.0 | 73.0 | 59 | 0 | 0 | 0 | 10 | 278 | Heart_Failure | Home Health | 3530.25 | 1 | 8 |
| 30 | Monday | Apr | M | Single | Medicare | Yes | Yes | No | No | No | No | Yes | No | No | 65.8 | 28.84000 | 195.0 | 69.0 | 89 | 5 | 8 | 0 | 18 | 87 | Heart_Failure | Discharged to Home | 6416.29 | 1 | 8 |
| 76 | Saturday | Jun | M | Single | Medicare | Yes | Yes | No | No | No | No | Yes | No | No | 66.0 | 27.36000 | 185.0 | 69.0 | 65 | 0 | 3 | 0 | 16 | 94 | Pneumonia | Telehealth | 18310.11 | 1 | 8 |
| 0 | Friday | Apr | F | Single | Medicare | Quit | No | No | No | No | No | No | No | No | 67.5 | 17.48000 | 108.0 | 66.0 | 72 | 0 | 2 | 0 | 1 | 119 | Heart_Failure | Skilled Nursing Facility | 14321.28 | 1 | 4 |
| 2 | Friday | Dec | F | Married | Medicare | Quit | No | No | No | No | No | Yes | No | No | 85.1 | 30.84000 | 169.0 | 62.0 | 53 | 8 | 3 | 0 | 15 | 376 | Heart_Failure | Discharged to Home | 3607.29 | 1 | 4 |
| 5 | Friday | Dec | M | Single | Medicare | Quit | No | No | No | Yes | No | No | No | No | 58.0 | 53.88255 | 370.0 | 68.0 | 103 | 0 | 1 | 0 | 3 | 184 | Heart_Failure | Discharged to Home | 9978.41 | 1 | 4 |
| 8 | Friday | Feb | F | Single | Medicare | Yes | No | No | No | No | No | Yes | Yes | Yes | 59.9 | 43.06000 | 275.0 | 67.0 | 59 | 0 | 1 | 0 | 19 | 81 | Heart_Failure | Discharged to Home | 3477.65 | 1 | 4 |